{"as_of":"2026-08-07T08:23:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:ce49cab611648893c70b1b4ddad75f83502442578ff506ee0b7c3dab76dd9555","coverage":[{"denominator":23,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":23,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-05T17:18:56.858736Z","state":"measured"},{"denominator":25,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":25,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-07T06:34:17.273281+00:00","state":"measured"},{"denominator":2,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":2,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-05T17:26:48.667582Z","state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":0,"source":"arxiv_reference","source_observed_at":"2026-07-02T01:36:25.794218Z","state":"measured"}],"external_citation_measurements":[],"inbound":[{"citation":{"cited_paper":{"arxiv_id":"2508.16560","last_updated":"2026-07-07T00:22:17Z","snapshot_observed_at":"2026-08-05T17:18:51.196119Z","submitted_at":"2025-08-22T17:26:33Z","title":"Sparse but Wrong: Incorrect L0 Leads to Incorrect Features in Sparse Autoencoders","version":4},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2508.16560","snapshot_observed_at":"2026-08-05T17:26:48.667582Z","title":"Sparse but wrong: Incorrect l0 leads to incorrect features in sparse autoencoders.arXiv preprint arXiv:2508.16560, 2025","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2508.16318","last_updated":"2025-09-01T08:35:27Z","snapshot_observed_at":"2026-08-07T01:49:06.395378Z","submitted_at":"2025-08-22T11:57:55Z","title":"SATORI: Static Test Oracle Generation for REST APIs","version":2},"reference_index":60,"source":"pdf_text","source_observed_at":"2026-08-05T17:26:48.667582Z"},"links":{"cited_paper":"/paper/2508.16560","citing_paper":"/paper/2508.16318"},"observation_digest":"sha256:eed3827e31d2d568b88a6c86b94f08d0ba51bba2be3f7aa341c0bf5fb8865495","observation_id":"5582e680-8fbd-4b78-9a34-99908386a6a4","resolution":{"observed_at":"2026-08-05T17:26:48.667582Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2508.16560","last_updated":"2026-07-07T00:22:17Z","snapshot_observed_at":"2026-08-05T17:18:51.196119Z","submitted_at":"2025-08-22T17:26:33Z","title":"Sparse but Wrong: Incorrect L0 Leads to Incorrect Features in Sparse Autoencoders","version":4},"cited_work":{"arxiv_id":"2508.16560","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2508.16560","snapshot_observed_at":"2026-07-08T02:18:07.154573Z","title":"Sparse but wrong: Incorrect l0 leads to incorrect features in sparse autoencoders.arXiv preprint arXiv:2508.16560,","venue":null,"work_id":"80c455e5-3c48-40ec-abec-5ae96c79a27b","year":null},"citing_paper":{"arxiv_id":"2606.03002","last_updated":"2026-06-04T19:39:22Z","snapshot_observed_at":"2026-08-04T10:42:06.850785Z","submitted_at":"2026-06-02T01:17:05Z","title":"Perplexity Can Miss SAE Feature Damage Under Quantization","version":2},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-06-28T11:41:18.460538Z"},"links":{"cited_paper":"/paper/2508.16560","citing_paper":"/paper/2606.03002"},"observation_digest":"sha256:691990102344a4adee8e35440306040a37ebc6cbb5fabfaec50c090052f69b8b","observation_id":"dfa80f82-a054-4b72-a244-305da658db4a","resolution":{"observed_at":"2026-07-08T02:18:07.154573Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}}],"links":{"evidence":"/evidence","html":"/paper/2508.16560/citation-record","integrity":"/paper/2508.16560/integrity","json":"/paper/2508.16560/citation-record.json","paper":"/paper/2508.16560"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T17:18:54.509236Z","title":"Feature hedging: Correlated features break narrow sparse autoencoders.arXiv preprint arXiv:2505.11756,","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2508.16560","last_updated":"2026-07-07T00:22:17Z","snapshot_observed_at":"2026-08-05T17:18:51.196119Z","submitted_at":"2025-08-22T17:26:33Z","title":"Sparse but Wrong: Incorrect L0 Leads to Incorrect Features in Sparse Autoencoders","version":4},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-05T17:18:54.509236Z"},"links":{"citing_paper":"/paper/2508.16560"},"observation_digest":"sha256:94926017ff403c94b5185f90ca735676c0bfe8586c418d456f10f75f6010c305","observation_id":"ea91efb9-c09b-47e8-970d-cccdc32e32e5","resolution":{"observed_at":"2026-08-05T17:18:54.509236Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T17:18:59.435645Z","title":"Dictionary learning optimization techniques.https: //transformer-circuits.pub/2025/january-update,","venue":null,"work_id":"df718af9-82f3-474a-bfff-92de1633b238","year":2025},"citing_paper":{"arxiv_id":"2508.16560","last_updated":"2026-07-07T00:22:17Z","snapshot_observed_at":"2026-08-05T17:18:51.196119Z","submitted_at":"2025-08-22T17:26:33Z","title":"Sparse but Wrong: Incorrect L0 Leads to Incorrect Features in Sparse Autoencoders","version":4},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-05T17:18:54.614738Z"},"links":{"citing_paper":"/paper/2508.16560"},"observation_digest":"sha256:67e3222447d4946f0652cc54c99a640d2c0cfde3e834673d807065098f4f0c92","observation_id":"5c05d986-410d-4ef0-b766-33eb185b1a40","resolution":{"observed_at":"2026-08-05T17:18:59.568468Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2407.21783","last_updated":"2024-11-23T23:27:33Z","snapshot_observed_at":"2026-07-06T18:55:11.576666Z","submitted_at":"2024-07-31T17:54:27Z","title":"The Llama 3 Herd of Models","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2407.21783","snapshot_observed_at":"2026-08-05T17:18:54.777391Z","title":"Nelson Elhage, Tristan Hume, Catherine Olsson, Nicholas Schiefer, Tom Henighan, Shauna Kravec, Zac Hatfield-Dodds, Robert Lasenby, Dawn Drain, Carol Chen, et al","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2508.16560","last_updated":"2026-07-07T00:22:17Z","snapshot_observed_at":"2026-08-05T17:18:51.196119Z","submitted_at":"2025-08-22T17:26:33Z","title":"Sparse but Wrong: Incorrect L0 Leads to Incorrect Features in Sparse Autoencoders","version":4},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-08-05T17:18:54.777391Z"},"links":{"cited_paper":"/paper/2407.21783","citing_paper":"/paper/2508.16560"},"observation_digest":"sha256:433914e711009618b675c56ce3891e595d26d5ce92e2d02227cce69287691048","observation_id":"f0e611eb-21d1-488a-91b6-ac57c2747d49","resolution":{"observed_at":"2026-08-05T17:18:54.777391Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2101.00027","last_updated":"2020-12-31T19:00:10Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2020-12-31T19:00:10Z","title":"The Pile: An 800GB Dataset of Diverse Text for Language Modeling","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2101.00027","snapshot_observed_at":"2026-08-05T17:18:55.043237Z","title":"Leo Gao, Stella Biderman, Sid Black, Laurence Golding, Travis Hoppe, Charles Foster, Jason Phang, Horace He, Anish Thite, Noa Nabeshima, Shawn Presser, and Connor Leahy","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2508.16560","last_updated":"2026-07-07T00:22:17Z","snapshot_observed_at":"2026-08-05T17:18:51.196119Z","submitted_at":"2025-08-22T17:26:33Z","title":"Sparse but Wrong: Incorrect L0 Leads to Incorrect Features in Sparse Autoencoders","version":4},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-05T17:18:55.043237Z"},"links":{"cited_paper":"/paper/2101.00027","citing_paper":"/paper/2508.16560"},"observation_digest":"sha256:35fadc9ad868f860a284cc8e927c1f3c29e9f11293ccbc605e9e36174aaee53b","observation_id":"5a2fde88-c213-45d6-b2c7-4630a1c72e8b","resolution":{"observed_at":"2026-08-05T17:18:55.043237Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2502.16681","last_updated":"2025-02-23T18:54:15Z","snapshot_observed_at":"2026-07-06T20:41:19.676815Z","submitted_at":"2025-02-23T18:54:15Z","title":"Are Sparse Autoencoders Useful? A Case Study in Sparse Probing","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2502.16681","snapshot_observed_at":"2026-08-05T17:18:55.289843Z","title":"Are sparse autoencoders useful? a case study in sparse probing.arXiv preprint arXiv:2502.16681,","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2508.16560","last_updated":"2026-07-07T00:22:17Z","snapshot_observed_at":"2026-08-05T17:18:51.196119Z","submitted_at":"2025-08-22T17:26:33Z","title":"Sparse but Wrong: Incorrect L0 Leads to Incorrect Features in Sparse Autoencoders","version":4},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-05T17:18:55.289843Z"},"links":{"cited_paper":"/paper/2502.16681","citing_paper":"/paper/2508.16560"},"observation_digest":"sha256:96d415bd8f1800e6b0ac9813c2461229811076297f38a7849f18f8f83bddfb73","observation_id":"85e4a851-3abf-439e-8848-9eda8427f7e1","resolution":{"observed_at":"2026-08-05T17:18:55.289843Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1412.6980","last_updated":"2017-01-30T01:27:54Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2014-12-22T13:54:29Z","title":"Adam: A Method for Stochastic Optimization","version":9},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1412.6980","snapshot_observed_at":"2026-08-05T17:18:55.423730Z","title":"Adam: A method for stochastic optimization.arXiv preprint arXiv:1412.6980,","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2508.16560","last_updated":"2026-07-07T00:22:17Z","snapshot_observed_at":"2026-08-05T17:18:51.196119Z","submitted_at":"2025-08-22T17:26:33Z","title":"Sparse but Wrong: Incorrect L0 Leads to Incorrect Features in Sparse Autoencoders","version":4},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-05T17:18:55.423730Z"},"links":{"cited_paper":"/paper/1412.6980","citing_paper":"/paper/2508.16560"},"observation_digest":"sha256:f3186711548fdf77d7d620384acb2c5db1e930974aada51b1da4746e5cfec1a5","observation_id":"17437237-317a-4538-84de-91207aabd307","resolution":{"observed_at":"2026-08-05T17:18:55.423730Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2407.14435","last_updated":"2024-08-01T17:42:04Z","snapshot_observed_at":"2026-07-06T18:49:06.836479Z","submitted_at":"2024-07-19T16:07:19Z","title":"Jumping Ahead: Improving Reconstruction Fidelity with JumpReLU Sparse Autoencoders","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2407.14435","snapshot_observed_at":"2026-08-05T17:18:55.529394Z","title":"Senthooran Rajamanoharan, Tom Lieberum, Nicolas Sonnerat, Arthur Conmy, Vikrant Varma, J´anos Kram´ar, and Neel Nanda","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2508.16560","last_updated":"2026-07-07T00:22:17Z","snapshot_observed_at":"2026-08-05T17:18:51.196119Z","submitted_at":"2025-08-22T17:26:33Z","title":"Sparse but Wrong: Incorrect L0 Leads to Incorrect Features in Sparse Autoencoders","version":4},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-05T17:18:55.529394Z"},"links":{"cited_paper":"/paper/2407.14435","citing_paper":"/paper/2508.16560"},"observation_digest":"sha256:a38f404a5b3a2a76b34c26d200c1bc492385cc5633785916c296f5dffc3e6f4f","observation_id":"99b5aca8-e888-426f-8387-ad271dc4b08a","resolution":{"observed_at":"2026-08-05T17:18:55.529394Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2408.00118","last_updated":"2024-10-02T15:22:49Z","snapshot_observed_at":"2026-08-02T16:20:09.773989Z","submitted_at":"2024-07-31T19:13:07Z","title":"Gemma 2: Improving Open Language Models at a Practical Size","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2408.00118","snapshot_observed_at":"2026-08-05T17:18:55.632316Z","title":"Demian Till","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2508.16560","last_updated":"2026-07-07T00:22:17Z","snapshot_observed_at":"2026-08-05T17:18:51.196119Z","submitted_at":"2025-08-22T17:26:33Z","title":"Sparse but Wrong: Incorrect L0 Leads to Incorrect Features in Sparse Autoencoders","version":4},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-05T17:18:55.632316Z"},"links":{"cited_paper":"/paper/2408.00118","citing_paper":"/paper/2508.16560"},"observation_digest":"sha256:b35a4efb6e4729954ee09b7383fd95dce1e8e955f30814e4b33b7c3d9ca5acf0","observation_id":"beab2e75-a3f0-4462-af17-39b6f5dce6a8","resolution":{"observed_at":"2026-08-05T17:18:55.632316Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2501.17148","last_updated":"2025-03-03T21:15:30Z","snapshot_observed_at":"2026-07-06T20:27:32.742145Z","submitted_at":"2025-01-28T18:51:24Z","title":"AxBench: Steering LLMs? Even Simple Baselines Outperform Sparse Autoencoders","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2501.17148","snapshot_observed_at":"2026-08-05T17:18:55.749890Z","title":"Zhengxuan Wu, Aryaman Arora, Atticus Geiger, Zheng Wang, Jing Huang, Dan Jurafsky, Christo- pher D Manning, and Christopher Potts","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2508.16560","last_updated":"2026-07-07T00:22:17Z","snapshot_observed_at":"2026-08-05T17:18:51.196119Z","submitted_at":"2025-08-22T17:26:33Z","title":"Sparse but Wrong: Incorrect L0 Leads to Incorrect Features in Sparse Autoencoders","version":4},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-05T17:18:55.749890Z"},"links":{"cited_paper":"/paper/2501.17148","citing_paper":"/paper/2508.16560"},"observation_digest":"sha256:6322a2437aec73f13ed042e5f70c216d8870b423330045428e7bb8c4f67628cc","observation_id":"5f90aaef-7103-4c7f-a616-dc6de6694890","resolution":{"observed_at":"2026-08-05T17:18:55.749890Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T17:18:59.173457Z","title":null,"venue":null,"work_id":"4f325512-0789-4acb-b9b7-a1b22e7c3070","year":2025},"citing_paper":{"arxiv_id":"2508.16560","last_updated":"2026-07-07T00:22:17Z","snapshot_observed_at":"2026-08-05T17:18:51.196119Z","submitted_at":"2025-08-22T17:26:33Z","title":"Sparse but Wrong: Incorrect L0 Leads to Incorrect Features in Sparse Autoencoders","version":4},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-05T17:18:55.883653Z"},"links":{"citing_paper":"/paper/2508.16560"},"observation_digest":"sha256:439ee6b36f767bb0f671ae59ed5251d886b96db83a2a8082b4ad2eff77b2a8aa","observation_id":"525d2484-d664-4c1a-a87e-d8cd12acdb0d","resolution":{"observed_at":"2026-08-05T17:18:59.288062Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T17:18:58.924035Z","title":"For BatchTopK SAEs, there is no sparsity penalty as sparsity is enforced by the BatchTopK function","venue":null,"work_id":"7d6f13ee-c5fe-42f1-a624-9557c46cae38","year":2025},"citing_paper":{"arxiv_id":"2508.16560","last_updated":"2026-07-07T00:22:17Z","snapshot_observed_at":"2026-08-05T17:18:51.196119Z","submitted_at":"2025-08-22T17:26:33Z","title":"Sparse but Wrong: Incorrect L0 Leads to Incorrect Features in Sparse Autoencoders","version":4},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-05T17:18:55.992231Z"},"links":{"citing_paper":"/paper/2508.16560"},"observation_digest":"sha256:5b669463851cb458f44c98f3c666ee2ed7a72fe19171008518fd04e1aa769ccc","observation_id":"239fed1d-0bc9-4536-9b64-629195747781","resolution":{"observed_at":"2026-08-05T17:18:59.014988Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T17:18:58.598061Z","title":"We use a learning rate of3e −4 with no warmup or decay","venue":null,"work_id":"b76e43cc-3411-4dca-83b3-ad80635f94ea","year":2025},"citing_paper":{"arxiv_id":"2508.16560","last_updated":"2026-07-07T00:22:17Z","snapshot_observed_at":"2026-08-05T17:18:51.196119Z","submitted_at":"2025-08-22T17:26:33Z","title":"Sparse but Wrong: Incorrect L0 Leads to Incorrect Features in Sparse Autoencoders","version":4},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-08-05T17:18:56.102650Z"},"links":{"citing_paper":"/paper/2508.16560"},"observation_digest":"sha256:c6885a591c586adf08e9a9c918f1ea658d8e20fed8544fc4578d2bb9c58f48b7","observation_id":"4a8456d8-9368-475d-a7eb-61530f26297d","resolution":{"observed_at":"2026-08-05T17:18:58.683267Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T17:18:58.419299Z","title":"The metric is minimized at the true L0","venue":null,"work_id":"8b2e5851-68f2-45ca-b5b3-0bc98e84a368","year":2000},"citing_paper":{"arxiv_id":"2508.16560","last_updated":"2026-07-07T00:22:17Z","snapshot_observed_at":"2026-08-05T17:18:51.196119Z","submitted_at":"2025-08-22T17:26:33Z","title":"Sparse but Wrong: Incorrect L0 Leads to Incorrect Features in Sparse Autoencoders","version":4},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-08-05T17:18:56.234427Z"},"links":{"citing_paper":"/paper/2508.16560"},"observation_digest":"sha256:06f6c2da8f6a13e8256fd1677310626f01b2aed3dcda683d64b30c1bfde97d8a","observation_id":"d987020c-7963-48b9-bb95-b9b2ee45d246","resolution":{"observed_at":"2026-08-05T17:18:58.510680Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T17:18:58.187765Z","title":"We include all SAEs cross-listed in both SAELens and Neuronpedia with an L0 reported in SAELens","venue":null,"work_id":"375b3ccd-ecb7-47b1-b616-83654dfa4b35","year":2024},"citing_paper":{"arxiv_id":"2508.16560","last_updated":"2026-07-07T00:22:17Z","snapshot_observed_at":"2026-08-05T17:18:51.196119Z","submitted_at":"2025-08-22T17:26:33Z","title":"Sparse but Wrong: Incorrect L0 Leads to Incorrect Features in Sparse Autoencoders","version":4},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-08-05T17:18:56.373953Z"},"links":{"citing_paper":"/paper/2508.16560"},"observation_digest":"sha256:c6026b729d9a1dab2b495fbf4a9d2e4df8764ac0c15afe0f2358496e48b235ac","observation_id":"6919888b-c2b2-4854-9f47-0059caaf9dce","resolution":{"observed_at":"2026-08-05T17:18:58.332535Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T17:18:57.932560Z","title":"However, we find that most open-source SAEs have L0 below 100, much lower than our analysis expects to be ideal","venue":null,"work_id":"f2f63c78-360c-450d-9eec-4c2a8d8a28a1","year":2025},"citing_paper":{"arxiv_id":"2508.16560","last_updated":"2026-07-07T00:22:17Z","snapshot_observed_at":"2026-08-05T17:18:51.196119Z","submitted_at":"2025-08-22T17:26:33Z","title":"Sparse but Wrong: Incorrect L0 Leads to Incorrect Features in Sparse Autoencoders","version":4},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-05T17:18:56.502070Z"},"links":{"citing_paper":"/paper/2508.16560"},"observation_digest":"sha256:f9563ab0112f8adc89e599b41a0f3a7260fd79edb393a60a4a89e7b58f537a5b","observation_id":"8dc7b0e2-e097-45f2-bea0-1b5457b6d0f3","resolution":{"observed_at":"2026-08-05T17:18:58.019875Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T17:18:57.667435Z","title":"elbow” point, but the “elbow","venue":null,"work_id":"6aa29a5c-8297-4778-b41f-dcb626c7b0e2","year":2000},"citing_paper":{"arxiv_id":"2508.16560","last_updated":"2026-07-07T00:22:17Z","snapshot_observed_at":"2026-08-05T17:18:51.196119Z","submitted_at":"2025-08-22T17:26:33Z","title":"Sparse but Wrong: Incorrect L0 Leads to Incorrect Features in Sparse Autoencoders","version":4},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-08-05T17:18:56.624234Z"},"links":{"citing_paper":"/paper/2508.16560"},"observation_digest":"sha256:0f0687fb8c47c0e6bb5c613b614a3ffc9f861ec9b444b961cc5636774ad109c1","observation_id":"4fbd6256-801c-46a9-8c34-eebb4dfd2ef2","resolution":{"observed_at":"2026-08-05T17:18:57.791364Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T17:18:57.412555Z","title":null,"venue":null,"work_id":"e73f8af4-5994-4a61-8b20-a6e727d2fb43","year":2000},"citing_paper":{"arxiv_id":"2508.16560","last_updated":"2026-07-07T00:22:17Z","snapshot_observed_at":"2026-08-05T17:18:51.196119Z","submitted_at":"2025-08-22T17:26:33Z","title":"Sparse but Wrong: Incorrect L0 Leads to Incorrect Features in Sparse Autoencoders","version":4},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-08-05T17:18:56.724145Z"},"links":{"citing_paper":"/paper/2508.16560"},"observation_digest":"sha256:fd29fa11666c2de60656996530b5adeb2ee375aa99b352037cd6917e20fbb366","observation_id":"a44e8dae-29e9-4470-863e-96abbc676ec7","resolution":{"observed_at":"2026-08-05T17:18:57.520272Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T17:18:57.225456Z","title":"The threshold for BatchTopK is much higher than it is for JumpReLU, and the threshold decreases as L0 increses","venue":null,"work_id":"91f0f36a-c9d1-4506-808f-17a676d27019","year":2000},"citing_paper":{"arxiv_id":"2508.16560","last_updated":"2026-07-07T00:22:17Z","snapshot_observed_at":"2026-08-05T17:18:51.196119Z","submitted_at":"2025-08-22T17:26:33Z","title":"Sparse but Wrong: Incorrect L0 Leads to Incorrect Features in Sparse Autoencoders","version":4},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-08-05T17:18:56.858736Z"},"links":{"citing_paper":"/paper/2508.16560"},"observation_digest":"sha256:492e0c953e437fa924728379a2b56ba5bbcfe0b12a82dfd642d3cdafe7dc493e","observation_id":"b65905ce-f407-444d-8b5a-fdc66c4b27fb","resolution":{"observed_at":"2026-08-05T17:18:57.294683Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2406.04093","last_updated":"2024-06-06T14:10:12Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2024-06-06T14:10:12Z","title":"Scaling and evaluating sparse autoencoders","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2406.04093","snapshot_observed_at":"2026-08-05T17:18:55.166754Z","title":"Scaling and evaluating sparse autoencoders.arXiv preprint arXiv:2406.04093,","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2508.16560","last_updated":"2026-07-07T00:22:17Z","snapshot_observed_at":"2026-08-05T17:18:51.196119Z","submitted_at":"2025-08-22T17:26:33Z","title":"Sparse but Wrong: Incorrect L0 Leads to Incorrect Features in Sparse Autoencoders","version":4},"reference_index":2020,"source":"pdf_text","source_observed_at":"2026-08-05T17:18:55.166754Z"},"links":{"cited_paper":"/paper/2406.04093","citing_paper":"/paper/2508.16560"},"observation_digest":"sha256:17a8f2854a2daa99db4f48b535df268b09d3997a8b50a5e5bdb1f3cd6a907f16","observation_id":"5400b549-3046-479c-8abe-3340cb3bbf18","resolution":{"observed_at":"2026-08-05T17:18:55.166754Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2410.14670","last_updated":"2025-03-25T17:00:02Z","snapshot_observed_at":"2026-08-05T04:15:20.969875Z","submitted_at":"2024-10-18T17:58:53Z","title":"Decomposing The Dark Matter of Sparse Autoencoders","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2410.14670","snapshot_observed_at":"2026-08-05T17:18:54.886073Z","title":"Decomposing the dark matter of sparse autoen- coders.arXiv preprint arXiv:2410.14670,","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2508.16560","last_updated":"2026-07-07T00:22:17Z","snapshot_observed_at":"2026-08-05T17:18:51.196119Z","submitted_at":"2025-08-22T17:26:33Z","title":"Sparse but Wrong: Incorrect L0 Leads to Incorrect Features in Sparse Autoencoders","version":4},"reference_index":2022,"source":"pdf_text","source_observed_at":"2026-08-05T17:18:54.886073Z"},"links":{"cited_paper":"/paper/2410.14670","citing_paper":"/paper/2508.16560"},"observation_digest":"sha256:fbc96d57f25c04f5ffb75ec64cd75349ca93184b9eec80d8fad6f3b92a88a564","observation_id":"ba039a99-074f-4e6d-bd04-a9cf50401773","resolution":{"observed_at":"2026-08-05T17:18:54.886073Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2412.06410","last_updated":"2024-12-09T11:39:00Z","snapshot_observed_at":"2026-08-01T21:49:25.316353Z","submitted_at":"2024-12-09T11:39:00Z","title":"BatchTopK Sparse Autoencoders","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2412.06410","snapshot_observed_at":"2026-08-05T17:18:54.161687Z","title":"Batchtopk sparse autoencoders.arXiv preprint arXiv:2412.06410,","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2508.16560","last_updated":"2026-07-07T00:22:17Z","snapshot_observed_at":"2026-08-05T17:18:51.196119Z","submitted_at":"2025-08-22T17:26:33Z","title":"Sparse but Wrong: Incorrect L0 Leads to Incorrect Features in Sparse Autoencoders","version":4},"reference_index":2023,"source":"pdf_text","source_observed_at":"2026-08-05T17:18:54.161687Z"},"links":{"cited_paper":"/paper/2412.06410","citing_paper":"/paper/2508.16560"},"observation_digest":"sha256:34ad33448d46a666d6ce05cca7deb08f25818ae2f3a844cc70019ab7678d5cd0","observation_id":"c0c8dfd4-f44e-49bd-9257-744ca2bd4923","resolution":{"observed_at":"2026-08-05T17:18:54.161687Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2503.17547","last_updated":"2025-03-21T21:43:28Z","snapshot_observed_at":"2026-08-01T07:18:17.481337Z","submitted_at":"2025-03-21T21:43:28Z","title":"Learning Multi-Level Features with Matryoshka Sparse Autoencoders","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2503.17547","snapshot_observed_at":"2026-08-05T17:18:54.254819Z","title":"Learning multi-level features with matryoshka sparse autoencoders.arXiv preprint arXiv:2503.17547,","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2508.16560","last_updated":"2026-07-07T00:22:17Z","snapshot_observed_at":"2026-08-05T17:18:51.196119Z","submitted_at":"2025-08-22T17:26:33Z","title":"Sparse but Wrong: Incorrect L0 Leads to Incorrect Features in Sparse Autoencoders","version":4},"reference_index":2024,"source":"pdf_text","source_observed_at":"2026-08-05T17:18:54.254819Z"},"links":{"cited_paper":"/paper/2503.17547","citing_paper":"/paper/2508.16560"},"observation_digest":"sha256:9328862f989ae3e97b1b48b7327bdef52ae2330debf4f6497a86f46de379b739","observation_id":"dd93be14-1c3c-4914-b46a-4a3b389dff4b","resolution":{"observed_at":"2026-08-05T17:18:54.254819Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T17:18:54.344796Z","title":"A is for absorption: Studying feature splitting and absorption in sparse autoencoders.arXiv preprint arXiv:2409.14507,","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2508.16560","last_updated":"2026-07-07T00:22:17Z","snapshot_observed_at":"2026-08-05T17:18:51.196119Z","submitted_at":"2025-08-22T17:26:33Z","title":"Sparse but Wrong: Incorrect L0 Leads to Incorrect Features in Sparse Autoencoders","version":4},"reference_index":2025,"source":"pdf_text","source_observed_at":"2026-08-05T17:18:54.344796Z"},"links":{"citing_paper":"/paper/2508.16560"},"observation_digest":"sha256:5c0f592d3cd5aa27f95731ad37e6f06d17a9a59efa7dbbc66d29493d33bff4d3","observation_id":"e9240924-e2ae-45e8-81d5-21e6a10bb076","resolution":{"observed_at":"2026-08-05T17:18:54.344796Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"paper":{"arxiv_id":"2508.16560","last_updated":"2026-07-07T00:22:17Z","latest_version":4,"primary_category":"cs.LG","snapshot_observed_at":"2026-08-05T17:18:51.196119Z","submitted_at":"2025-08-22T17:26:33Z","title":"Sparse but Wrong: Incorrect L0 Leads to Incorrect Features in Sparse Autoencoders"},"reference_resolution":{"displayed":23,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":15,"verified_exact":0,"verified_fuzzy":8},"total_outbound_references":23},"refusal":"A citation records a reference. It does not transfer a finding from one paper to another.","schema":"pith.paper-citation-record.v1","standing_sources":[{"observed_at":"2026-08-07T06:34:17.273281+00:00","source":"crossref"},{"observed_at":"2026-08-07T06:34:11.927384+00:00","source":"retraction_watch"}],"thesis":"As of 7 August 2026, this Paper Citation Record lists 23 of 23 outbound references and 2 inbound Pith citation observations for arXiv:2508.16560."}